RAG

RAG is a technique that provides additional knowledge to LLM beyond what it has learned from data on the Internet or other open sources, allowing it to answer more specific questions based on the provided knowledge. It significantly expands the capabilities of LLM by enabling it to refer to specific information related to a given question.

A general purpose chat system may lack specific knowledge about the workplace, leading to vague or unhelpful responses. RAG addresses this limitation by providing the LLM with additional information about the specific workplace, enabling it to refer to relevant policies or details when answering questions.

The three steps of RAG are: 1) Given a question, the system looks through a collection of documents. 2) Relevant documents are identified based on the question. 3) The system generates an answer using the identified documents. For example, when asked about parking for employees, RAG can refer to specific company policies related to parking based on the provided documents.

RAG can significantly enhance the quality and specificity of responses provided by LLM by enabling them to access and utilize specific knowledge relevant to the given questions. This allows for more accurate, detailed, and tailored responses compared to traditional LLM capabilities.

RAG differs from a general purpose chat system by providing the LLM with additional knowledge specific to the workplace, allowing it to generate more informed and contextually relevant responses to questions about the workplace. This differentiation enhances the overall effectiveness of RAG in addressing specific queries.

The Tropic of Cancer, at 23 1/2°N latitude, divides India into the northern temperate zone and the southern tropical zone. This division results in varying climatic conditions from place to place in India. The southern part of India, being near the equator, experiences warm weather throughout the year, while the extreme north, such as Jammu and Kashmir, experiences low temperatures and snowfall in winter.

India's tropical monsoon climate results in higher temperatures compared to the temperate latitudes. This climate pattern also brings distinct wet and dry seasons, with the monsoon rains being crucial for agriculture and the overall economy of the country.

Areas away from the coast in India experience extreme temperatures, while those near the coast have a more consistent and equable climate throughout the year. Coastal areas are influenced by the moderating effects of the sea, leading to milder temperature variations compared to inland regions.

The geographical location of India, with its vast size and varied physical features, leads to diverse climatic conditions. The Tropic of Cancer divides the country into temperate and tropical zones, while the proximity to the equator in the south and the influence of the Himalayas in the north further contribute to the climatic diversity experienced across different regions of India.

The tropical monsoon climate in India brings distinct wet and dry seasons, with the monsoon rains being crucial for agricultural activities. The timing and distribution of rainfall significantly influence crop yields and overall agricultural productivity in the country, making the monsoon an essential factor in India's agricultural sector.